Bibliographic record
Abstract
Food insecurity is a significant public health outcome that contributes to the prevalence and severity of chronic respiratory conditions in both childhood and adulthood, including asthma, cystic fibrosis and COPD. Food insecurity influences health outcomes through multiple mechanisms, including poverty, poor dietary diversity and inadequate nutrition. However, it can be difficult to untangle the solitary effects of food insecurity from the broader associated adverse determinants of health. The goal of this chapter is to review the impact of food insecurity on respiratory outcomes in children and adults, as well as outline steps that can be taken to mitigate these effects at local, regional and national levels. Cite as: Abrams EM. Food insecurity and respiratory ill health. In: Sinha IP, Lee A, Katikireddi SV, et al., eds. Inequalities in Respiratory Health (ERS Monograph). Sheffield, European Respiratory Society, 2023; pp. 61–67 [ https://doi.org/10.1183/2312508X.10003722 ].
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.033 | 0.011 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".